Low-shot recognition on ShapeNet55-LS (test)
70.24Accuracy (1-shot 5-way)Shape Bias - FEAT
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Shape Bias - FEATBase Method=FEAT, Shape Bias=w/ pc2021.01 | 70.24 | 80.95 | 58.45 | 70.95 | 47.03 | 60.43 | |
| Shape Bias - SimpleShotBase Method=SimpleShot, Shape Bias=w/ pc2021.01 | 69.72 | 80.93 | 57.49 | 70.75 | 46.24 | 60.21 | |
| FEATBase Method=FEAT2021.01 | 67.81 | 80.25 | 54.35 | 70.18 | 42.12 | 59.01 | |
| Shape Bias - FEATBase Method=FEAT, Shape Bias=w/o pc2021.01 | 67.78 | 81.45 | 55.69 | 71.74 | 44.44 | 61.46 | |
| Shape Bias - SimpleShotBase Method=SimpleShot, Shape Bias=w/o pc2021.01 | 67.5 | 81.3 | 54.99 | 71.24 | 43.6 | 61.03 | |
| SimpleShotBase Method=SimpleShot2021.01 | 66.73 | 80.93 | 53.37 | 70.32 | 41.09 | 59.09 | |
| RFSBase Method=RFS2021.01 | 65.79 | 80.51 | 52.16 | 69.92 | 40.25 | 58.44 | |
| TripletBase Method=Triplet2021.01 | 61.07 | 71.43 | 46.89 | 58.37 | 35.09 | 46.2 | |
| ProtoNetBase Method=ProtoNet2021.01 | 52 | 69.65 | 37.75 | 55.87 | 27 | 43.16 |